Overview

Brought to you by YData

Dataset statistics

Number of variables	24
Number of observations	24000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	24
Duplicate rows (%)	0.1%
Total size in memory	4.4 MiB
Average record size in memory	192.0 B

Variable types

Numeric	21
Categorical	3

Alerts

Dataset has 24 (0.1%) duplicate rows	Duplicates
`BILL_AMT1` is highly overall correlated with `BILL_AMT2` and 9 other fields	High correlation
`BILL_AMT2` is highly overall correlated with `BILL_AMT1` and 11 other fields	High correlation
`BILL_AMT3` is highly overall correlated with `BILL_AMT1` and 11 other fields	High correlation
`BILL_AMT4` is highly overall correlated with `BILL_AMT1` and 14 other fields	High correlation
`BILL_AMT5` is highly overall correlated with `BILL_AMT1` and 13 other fields	High correlation
`BILL_AMT6` is highly overall correlated with `BILL_AMT1` and 11 other fields	High correlation
`PAY_1` is highly overall correlated with `PAY_2` and 2 other fields	High correlation
`PAY_2` is highly overall correlated with `BILL_AMT1` and 8 other fields	High correlation
`PAY_3` is highly overall correlated with `BILL_AMT1` and 9 other fields	High correlation
`PAY_4` is highly overall correlated with `BILL_AMT1` and 10 other fields	High correlation
`PAY_5` is highly overall correlated with `BILL_AMT1` and 9 other fields	High correlation
`PAY_6` is highly overall correlated with `BILL_AMT2` and 8 other fields	High correlation
`PAY_AMT1` is highly overall correlated with `BILL_AMT1` and 5 other fields	High correlation
`PAY_AMT2` is highly overall correlated with `BILL_AMT2` and 7 other fields	High correlation
`PAY_AMT3` is highly overall correlated with `BILL_AMT4` and 7 other fields	High correlation
`PAY_AMT4` is highly overall correlated with `BILL_AMT4` and 6 other fields	High correlation
`PAY_AMT5` is highly overall correlated with `BILL_AMT4` and 6 other fields	High correlation
`PAY_AMT6` is highly overall correlated with `BILL_AMT5` and 4 other fields	High correlation
`PAY_AMT2` is highly skewed (γ1 = 31.76959305)	Skewed
`PAY_1` has 11765 (49.0%) zeros	Zeros
`PAY_2` has 12579 (52.4%) zeros	Zeros
`PAY_3` has 12567 (52.4%) zeros	Zeros
`PAY_4` has 13087 (54.5%) zeros	Zeros
`PAY_5` has 13495 (56.2%) zeros	Zeros
`PAY_6` has 13005 (54.2%) zeros	Zeros
`BILL_AMT1` has 1607 (6.7%) zeros	Zeros
`BILL_AMT2` has 2016 (8.4%) zeros	Zeros
`BILL_AMT3` has 2296 (9.6%) zeros	Zeros
`BILL_AMT4` has 2554 (10.6%) zeros	Zeros
`BILL_AMT5` has 2806 (11.7%) zeros	Zeros
`BILL_AMT6` has 3222 (13.4%) zeros	Zeros
`PAY_AMT1` has 4186 (17.4%) zeros	Zeros
`PAY_AMT2` has 4308 (17.9%) zeros	Zeros
`PAY_AMT3` has 4801 (20.0%) zeros	Zeros
`PAY_AMT4` has 5148 (21.4%) zeros	Zeros
`PAY_AMT5` has 5396 (22.5%) zeros	Zeros
`PAY_AMT6` has 5743 (23.9%) zeros	Zeros

Reproduction

Analysis started	2025-08-20 19:56:45.532258
Analysis finished	2025-08-20 19:57:59.255430
Duration	1 minute and 13.72 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

LIMIT_BAL
Real number (ℝ)

Distinct	80
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	167876.4

Minimum	10000
Maximum	1000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	187.6 KiB

Quantile statistics

Minimum	10000
5-th percentile	20000
Q1	50000
median	140000
Q3	240000
95-th percentile	430000
Maximum	1000000
Range	990000
Interquartile range (IQR)	190000

Descriptive statistics

Standard deviation	129907.45
Coefficient of variation (CV)	0.77382796
Kurtosis	0.55884867
Mean	167876.4
Median Absolute Deviation (MAD)	90000
Skewness	0.99395368
Sum	4.0290337 × 10⁹
Variance	1.6875947 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	2698	11.2%
20000	1548	6.5%
30000	1286	5.4%
80000	1282	5.3%
200000	1204	5.0%
150000	889	3.7%
100000	834	3.5%
180000	791	3.3%
360000	713	3.0%
60000	649	2.7%
Other values (70)	12106	50.4%

Value	Count	Frequency (%)
10000	395	1.6%
16000	1	< 0.1%
20000	1548	6.5%
30000	1286	5.4%
40000	187	0.8%
50000	2698	11.2%
60000	649	2.7%
70000	588	2.5%
80000	1282	5.3%
90000	512	2.1%

Value	Count	Frequency (%)
1000000	1	< 0.1%
800000	2	< 0.1%
780000	2	< 0.1%
760000	1	< 0.1%
750000	4	< 0.1%
740000	2	< 0.1%
730000	2	< 0.1%
720000	2	< 0.1%
710000	5	< 0.1%
700000	8	< 0.1%

SEX
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	187.6 KiB

2	14422
1	9578

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	24000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
2	14422	60.1%
1	9578	39.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	14422	60.1%
1	9578	39.9%

Most occurring characters

Value	Count	Frequency (%)
2	14422	60.1%
1	9578	39.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	24000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	14422	60.1%
1	9578	39.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	24000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	14422	60.1%
1	9578	39.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	24000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	14422	60.1%
1	9578	39.9%

EDUCATION
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8509583

Minimum	0
Maximum	6
Zeros	11
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	187.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	3
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.78736104
Coefficient of variation (CV)	0.42538021
Kurtosis	2.0180807
Mean	1.8509583
Median Absolute Deviation (MAD)	1
Skewness	0.95419246
Sum	44423
Variance	0.61993741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	11213	46.7%
1	8486	35.4%
3	3944	16.4%
5	217	0.9%
4	90	0.4%
6	39	0.2%
0	11	< 0.1%

Value	Count	Frequency (%)
0	11	< 0.1%
1	8486	35.4%
2	11213	46.7%
3	3944	16.4%
4	90	0.4%
5	217	0.9%
6	39	0.2%

Value	Count	Frequency (%)
6	39	0.2%
5	217	0.9%
4	90	0.4%
3	3944	16.4%
2	11213	46.7%
1	8486	35.4%
0	11	< 0.1%

MARRIAGE
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	187.6 KiB

2	12808
1	10897
3	253
0	42

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	24000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	1
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
2	12808	53.4%
1	10897	45.4%
3	253	1.1%
0	42	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	12808	53.4%
1	10897	45.4%
3	253	1.1%
0	42	0.2%

Most occurring characters

Value	Count	Frequency (%)
2	12808	53.4%
1	10897	45.4%
3	253	1.1%
0	42	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	24000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	12808	53.4%
1	10897	45.4%
3	253	1.1%
0	42	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	24000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	12808	53.4%
1	10897	45.4%
3	253	1.1%
0	42	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	24000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	12808	53.4%
1	10897	45.4%
3	253	1.1%
0	42	0.2%

AGE
Real number (ℝ)

Distinct	56
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.446708

Minimum	21
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	187.6 KiB

Quantile statistics

Minimum	21
5-th percentile	23
Q1	28
median	34
Q3	41
95-th percentile	53
Maximum	79
Range	58
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.1808454
Coefficient of variation (CV)	0.25900417
Kurtosis	0.045823063
Mean	35.446708
Median Absolute Deviation (MAD)	6
Skewness	0.73115373
Sum	850721
Variance	84.287922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	1309	5.5%
27	1182	4.9%
28	1129	4.7%
30	1126	4.7%
31	975	4.1%
26	975	4.1%
25	953	4.0%
34	941	3.9%
33	933	3.9%
32	923	3.8%
Other values (46)	13554	56.5%

Value	Count	Frequency (%)
21	52	0.2%
22	431	1.8%
23	770	3.2%
24	909	3.8%
25	953	4.0%
26	975	4.1%
27	1182	4.9%
28	1129	4.7%
29	1309	5.5%
30	1126	4.7%

Value	Count	Frequency (%)
79	1	< 0.1%
75	1	< 0.1%
74	1	< 0.1%
73	4	< 0.1%
72	3	< 0.1%
71	3	< 0.1%
70	8	< 0.1%
69	12	0.1%
68	3	< 0.1%
67	11	< 0.1%

PAY_1
Real number (ℝ)

High correlation Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.023875

Minimum	-2
Maximum	8
Zeros	11765
Zeros (%)	49.0%
Negative	6843
Negative (%)	28.5%
Memory size	187.6 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1238065
Coefficient of variation (CV)	-47.070427
Kurtosis	2.9182819
Mean	-0.023875
Median Absolute Deviation (MAD)	1
Skewness	0.76356482
Sum	-573
Variance	1.2629409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	11765	49.0%
-1	4636	19.3%
1	2907	12.1%
-2	2207	9.2%
2	2127	8.9%
3	247	1.0%
4	55	0.2%
5	22	0.1%
8	17	0.1%
6	10	< 0.1%

Value	Count	Frequency (%)
-2	2207	9.2%
-1	4636	19.3%
0	11765	49.0%
1	2907	12.1%
2	2127	8.9%
3	247	1.0%
4	55	0.2%
5	22	0.1%
6	10	< 0.1%
7	7	< 0.1%

Value	Count	Frequency (%)
8	17	0.1%
7	7	< 0.1%
6	10	< 0.1%
5	22	0.1%
4	55	0.2%
3	247	1.0%
2	2127	8.9%
1	2907	12.1%
0	11765	49.0%
-1	4636	19.3%

PAY_2
Real number (ℝ)

High correlation Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.1405

Minimum	-2
Maximum	8
Zeros	12579
Zeros (%)	52.4%
Negative	7924
Negative (%)	33.0%
Memory size	187.6 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1942163
Coefficient of variation (CV)	-8.4997599
Kurtosis	1.6870491
Mean	-0.1405
Median Absolute Deviation (MAD)	0
Skewness	0.81029667
Sum	-3372
Variance	1.4261525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	12579	52.4%
-1	4901	20.4%
2	3089	12.9%
-2	3023	12.6%
3	257	1.1%
4	80	0.3%
1	24	0.1%
5	20	0.1%
7	18	0.1%
6	8	< 0.1%

Value	Count	Frequency (%)
-2	3023	12.6%
-1	4901	20.4%
0	12579	52.4%
1	24	0.1%
2	3089	12.9%
3	257	1.1%
4	80	0.3%
5	20	0.1%
6	8	< 0.1%
7	18	0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	18	0.1%
6	8	< 0.1%
5	20	0.1%
4	80	0.3%
3	257	1.1%
2	3089	12.9%
1	24	0.1%
0	12579	52.4%
-1	4901	20.4%

PAY_3
Real number (ℝ)

High correlation Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.17

Minimum	-2
Maximum	8
Zeros	12567
Zeros (%)	52.4%
Negative	8080
Negative (%)	33.7%
Memory size	187.6 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1987118
Coefficient of variation (CV)	-7.0512456
Kurtosis	2.2187202
Mean	-0.17
Median Absolute Deviation (MAD)	0
Skewness	0.86542473
Sum	-4080
Variance	1.4369099
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	12567	52.4%
-1	4805	20.0%
-2	3275	13.6%
2	3036	12.7%
3	190	0.8%
4	61	0.3%
7	23	0.1%
6	20	0.1%
5	16	0.1%
1	4	< 0.1%

Value	Count	Frequency (%)
-2	3275	13.6%
-1	4805	20.0%
0	12567	52.4%
1	4	< 0.1%
2	3036	12.7%
3	190	0.8%
4	61	0.3%
5	16	0.1%
6	20	0.1%
7	23	0.1%

Value	Count	Frequency (%)
8	3	< 0.1%
7	23	0.1%
6	20	0.1%
5	16	0.1%
4	61	0.3%
3	190	0.8%
2	3036	12.7%
1	4	< 0.1%
0	12567	52.4%
-1	4805	20.0%

PAY_4
Real number (ℝ)

High correlation Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2215

Minimum	-2
Maximum	8
Zeros	13087
Zeros (%)	54.5%
Negative	8086
Negative (%)	33.7%
Memory size	187.6 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1717842
Coefficient of variation (CV)	-5.2902223
Kurtosis	3.5057726
Mean	-0.2215
Median Absolute Deviation (MAD)	0
Skewness	1.0072972
Sum	-5316
Variance	1.3730783
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	13087	54.5%
-1	4608	19.2%
-2	3478	14.5%
2	2553	10.6%
3	134	0.6%
4	54	0.2%
7	46	0.2%
5	32	0.1%
6	4	< 0.1%
1	2	< 0.1%

Value	Count	Frequency (%)
-2	3478	14.5%
-1	4608	19.2%
0	13087	54.5%
1	2	< 0.1%
2	2553	10.6%
3	134	0.6%
4	54	0.2%
5	32	0.1%
6	4	< 0.1%
7	46	0.2%

Value	Count	Frequency (%)
8	2	< 0.1%
7	46	0.2%
6	4	< 0.1%
5	32	0.1%
4	54	0.2%
3	134	0.6%
2	2553	10.6%
1	2	< 0.1%
0	13087	54.5%
-1	4608	19.2%

PAY_5
Real number (ℝ)

High correlation Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.26683333

Minimum	-2
Maximum	8
Zeros	13495
Zeros (%)	56.2%
Negative	8116
Negative (%)	33.8%
Memory size	187.6 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1332197
Coefficient of variation (CV)	-4.2469194
Kurtosis	3.9822157
Mean	-0.26683333
Median Absolute Deviation (MAD)	0
Skewness	1.008783
Sum	-6404
Variance	1.2841868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13495	56.2%
-1	4493	18.7%
-2	3623	15.1%
2	2122	8.8%
3	139	0.6%
4	65	0.3%
7	47	0.2%
5	13	0.1%
6	2	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
-2	3623	15.1%
-1	4493	18.7%
0	13495	56.2%
2	2122	8.8%
3	139	0.6%
4	65	0.3%
5	13	0.1%
6	2	< 0.1%
7	47	0.2%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	47	0.2%
6	2	< 0.1%
5	13	0.1%
4	65	0.3%
3	139	0.6%
2	2122	8.8%
0	13495	56.2%
-1	4493	18.7%
-2	3623	15.1%

PAY_6
Real number (ℝ)

High correlation Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.29441667

Minimum	-2
Maximum	8
Zeros	13005
Zeros (%)	54.2%
Negative	8543
Negative (%)	35.6%
Memory size	187.6 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1463159
Coefficient of variation (CV)	-3.8935158
Kurtosis	3.3551147
Mean	-0.29441667
Median Absolute Deviation (MAD)	0
Skewness	0.93198696
Sum	-7066
Variance	1.3140402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13005	54.2%
-1	4625	19.3%
-2	3918	16.3%
2	2207	9.2%
3	149	0.6%
4	37	0.2%
7	35	0.1%
6	15	0.1%
5	7	< 0.1%
8	2	< 0.1%

Value	Count	Frequency (%)
-2	3918	16.3%
-1	4625	19.3%
0	13005	54.2%
2	2207	9.2%
3	149	0.6%
4	37	0.2%
5	7	< 0.1%
6	15	0.1%
7	35	0.1%
8	2	< 0.1%

Value	Count	Frequency (%)
8	2	< 0.1%
7	35	0.1%
6	15	0.1%
5	7	< 0.1%
4	37	0.2%
3	149	0.6%
2	2207	9.2%
0	13005	54.2%
-1	4625	19.3%
-2	3918	16.3%

BILL_AMT1
Real number (ℝ)

High correlation Zeros

Distinct	18660
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51105.607

Minimum	-165580
Maximum	964511
Zeros	1607
Zeros (%)	6.7%
Negative	455
Negative (%)	1.9%
Memory size	187.6 KiB

Quantile statistics

Minimum	-165580
5-th percentile	0
Q1	3479.75
median	22217
Q3	66996.75
95-th percentile	201013.1
Maximum	964511
Range	1130091
Interquartile range (IQR)	63517

Descriptive statistics

Standard deviation	73647.549
Coefficient of variation (CV)	1.4410855
Kurtosis	9.9041436
Mean	51105.607
Median Absolute Deviation (MAD)	21640.5
Skewness	2.6698418
Sum	1.2265346 × 10⁹
Variance	5.4239615 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1607	6.7%
390	199	0.8%
780	59	0.2%
326	56	0.2%
316	55	0.2%
2500	45	0.2%
396	40	0.2%
2400	30	0.1%
416	24	0.1%
1473	22	0.1%
Other values (18650)	21863	91.1%

Value	Count	Frequency (%)
-165580	1	< 0.1%
-154973	1	< 0.1%
-15308	1	< 0.1%
-14386	1	< 0.1%
-11545	1	< 0.1%
-10682	1	< 0.1%
-9095	1	< 0.1%
-8187	1	< 0.1%
-7438	1	< 0.1%
-6676	1	< 0.1%

Value	Count	Frequency (%)
964511	1	< 0.1%
746814	1	< 0.1%
630458	1	< 0.1%
621749	1	< 0.1%
613860	1	< 0.1%
608594	1	< 0.1%
604019	1	< 0.1%
589654	1	< 0.1%
588000	1	< 0.1%
581775	1	< 0.1%

BILL_AMT2
Real number (ℝ)

High correlation Zeros

Distinct	18363
Distinct (%)	76.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49112.466

Minimum	-69777
Maximum	983931
Zeros	2016
Zeros (%)	8.4%
Negative	532
Negative (%)	2.2%
Memory size	187.6 KiB

Quantile statistics

Minimum	-69777
5-th percentile	0
Q1	2907.75
median	21107
Q3	63997.25
95-th percentile	194914.8
Maximum	983931
Range	1053708
Interquartile range (IQR)	61089.5

Descriptive statistics

Standard deviation	71186.769
Coefficient of variation (CV)	1.4494644
Kurtosis	10.407104
Mean	49112.466
Median Absolute Deviation (MAD)	20717
Skewness	2.7078559
Sum	1.1786992 × 10⁹
Variance	5.067556 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2016	8.4%
390	189	0.8%
316	63	0.3%
780	59	0.2%
326	59	0.2%
396	40	0.2%
2500	38	0.2%
2400	33	0.1%
-200	23	0.1%
416	22	0.1%
Other values (18353)	21458	89.4%

Value	Count	Frequency (%)
-69777	1	< 0.1%
-33350	1	< 0.1%
-30000	1	< 0.1%
-26214	1	< 0.1%
-24704	1	< 0.1%
-24702	1	< 0.1%
-22960	1	< 0.1%
-18618	1	< 0.1%
-18088	1	< 0.1%
-17810	1	< 0.1%

Value	Count	Frequency (%)
983931	1	< 0.1%
743970	1	< 0.1%
646770	1	< 0.1%
624475	1	< 0.1%
605943	1	< 0.1%
581775	1	< 0.1%
577681	1	< 0.1%
572834	1	< 0.1%
572677	1	< 0.1%
569577	1	< 0.1%

BILL_AMT3
Real number (ℝ)

High correlation Zeros

Distinct	18134
Distinct (%)	75.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46878.503

Minimum	-157264
Maximum	1664089
Zeros	2296
Zeros (%)	9.6%
Negative	530
Negative (%)	2.2%
Memory size	187.6 KiB

Quantile statistics

Minimum	-157264
5-th percentile	0
Q1	2594.25
median	20009.5
Q3	60220.25
95-th percentile	187527.35
Maximum	1664089
Range	1821353
Interquartile range (IQR)	57626

Descriptive statistics

Standard deviation	69315.274
Coefficient of variation (CV)	1.4786153
Kurtosis	21.915314
Mean	46878.503
Median Absolute Deviation (MAD)	19628.5
Skewness	3.1517279
Sum	1.1250841 × 10⁹
Variance	4.8046072 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2296	9.6%
390	230	1.0%
780	59	0.2%
316	55	0.2%
326	49	0.2%
396	36	0.1%
2400	30	0.1%
2500	29	0.1%
1000	22	0.1%
416	22	0.1%
Other values (18124)	21172	88.2%

Value	Count	Frequency (%)
-157264	1	< 0.1%
-61506	1	< 0.1%
-46127	1	< 0.1%
-34041	1	< 0.1%
-24702	1	< 0.1%
-20320	1	< 0.1%
-17706	1	< 0.1%
-15910	1	< 0.1%
-15641	1	< 0.1%
-15000	1	< 0.1%

Value	Count	Frequency (%)
1664089	1	< 0.1%
855086	1	< 0.1%
693131	1	< 0.1%
632041	1	< 0.1%
578971	1	< 0.1%
577957	1	< 0.1%
577015	1	< 0.1%
572677	1	< 0.1%
559712	1	< 0.1%
548020	1	< 0.1%

BILL_AMT4
Real number (ℝ)

High correlation Zeros

Distinct	17733
Distinct (%)	73.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43172.528

Minimum	-170000
Maximum	891586
Zeros	2554
Zeros (%)	10.6%
Negative	546
Negative (%)	2.3%
Memory size	187.6 KiB

Quantile statistics

Minimum	-170000
5-th percentile	0
Q1	2294
median	19000
Q3	54837.25
95-th percentile	173806.2
Maximum	891586
Range	1061586
Interquartile range (IQR)	52543.25

Descriptive statistics

Standard deviation	64075.909
Coefficient of variation (CV)	1.4841825
Kurtosis	10.979536
Mean	43172.528
Median Absolute Deviation (MAD)	18604
Skewness	2.7832214
Sum	1.0361407 × 10⁹
Variance	4.1057221 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2554	10.6%
390	213	0.9%
780	80	0.3%
316	59	0.2%
326	47	0.2%
396	35	0.1%
2400	31	0.1%
150	29	0.1%
1000	28	0.1%
416	27	0.1%
Other values (17723)	20897	87.1%

Value	Count	Frequency (%)
-170000	1	< 0.1%
-81334	1	< 0.1%
-50616	1	< 0.1%
-34503	1	< 0.1%
-24303	1	< 0.1%
-22108	1	< 0.1%
-20320	1	< 0.1%
-17250	1	< 0.1%
-15910	1	< 0.1%
-15588	1	< 0.1%

Value	Count	Frequency (%)
891586	1	< 0.1%
628699	1	< 0.1%
616836	1	< 0.1%
565669	1	< 0.1%
563543	1	< 0.1%
548020	1	< 0.1%
530672	1	< 0.1%
518741	1	< 0.1%
516575	1	< 0.1%
504929	1	< 0.1%

BILL_AMT5
Real number (ℝ)

High correlation Zeros

Distinct	17312
Distinct (%)	72.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40190.249

Minimum	-53007
Maximum	927171
Zeros	2806
Zeros (%)	11.7%
Negative	537
Negative (%)	2.2%
Memory size	187.6 KiB

Quantile statistics

Minimum	-53007
5-th percentile	0
Q1	1718.5
median	18059.5
Q3	50320
95-th percentile	164449.45
Maximum	927171
Range	980178
Interquartile range (IQR)	48601.5

Descriptive statistics

Standard deviation	60385.391
Coefficient of variation (CV)	1.5024886
Kurtosis	11.823931
Mean	40190.249
Median Absolute Deviation (MAD)	17663.5
Skewness	2.8327135
Sum	9.6456599 × 10⁸
Variance	3.6463955 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2806	11.7%
390	197	0.8%
780	75	0.3%
316	66	0.3%
326	51	0.2%
150	49	0.2%
396	39	0.2%
2400	32	0.1%
416	27	0.1%
-18	27	0.1%
Other values (17302)	20631	86.0%

Value	Count	Frequency (%)
-53007	1	< 0.1%
-37594	1	< 0.1%
-36156	1	< 0.1%
-30481	1	< 0.1%
-20753	1	< 0.1%
-20320	1	< 0.1%
-20254	1	< 0.1%
-20006	1	< 0.1%
-19205	1	< 0.1%
-15306	1	< 0.1%

Value	Count	Frequency (%)
927171	1	< 0.1%
587067	1	< 0.1%
547880	1	< 0.1%
530672	1	< 0.1%
524315	1	< 0.1%
516139	1	< 0.1%
514114	1	< 0.1%
508213	1	< 0.1%
505473	1	< 0.1%
501474	1	< 0.1%

BILL_AMT6
Real number (ℝ)

High correlation Zeros

Distinct	16963
Distinct (%)	70.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38722.893

Minimum	-339603
Maximum	961664
Zeros	3222
Zeros (%)	13.4%
Negative	570
Negative (%)	2.4%
Memory size	187.6 KiB

Quantile statistics

Minimum	-339603
5-th percentile	0
Q1	1238
median	16846
Q3	49327.5
95-th percentile	160083.05
Maximum	961664
Range	1301267
Interquartile range (IQR)	48089.5

Descriptive statistics

Standard deviation	59259.183
Coefficient of variation (CV)	1.5303398
Kurtosis	12.480919
Mean	38722.893
Median Absolute Deviation (MAD)	16546
Skewness	2.8316038
Sum	9.2934942 × 10⁸
Variance	3.5116508 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3222	13.4%
390	168	0.7%
780	69	0.3%
316	65	0.3%
150	58	0.2%
326	42	0.2%
396	39	0.2%
-18	28	0.1%
416	27	0.1%
540	25	0.1%
Other values (16953)	20257	84.4%

Value	Count	Frequency (%)
-339603	1	< 0.1%
-209051	1	< 0.1%
-150953	1	< 0.1%
-94625	1	< 0.1%
-73895	1	< 0.1%
-57060	1	< 0.1%
-51183	1	< 0.1%
-45734	1	< 0.1%
-39046	1	< 0.1%
-36156	1	< 0.1%

Value	Count	Frequency (%)
961664	1	< 0.1%
699944	1	< 0.1%
514975	1	< 0.1%
513798	1	< 0.1%
511905	1	< 0.1%
499100	1	< 0.1%
498316	1	< 0.1%
496915	1	< 0.1%
496801	1	< 0.1%
489200	1	< 0.1%

PAY_AMT1
Real number (ℝ)

High correlation Zeros

Distinct	6938
Distinct (%)	28.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5687.4898

Minimum	0
Maximum	873552
Zeros	4186
Zeros (%)	17.4%
Negative	0
Negative (%)	0.0%
Memory size	187.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1000
median	2102.5
Q3	5011
95-th percentile	18361.35
Maximum	873552
Range	873552
Interquartile range (IQR)	4011

Descriptive statistics

Standard deviation	17011.022
Coefficient of variation (CV)	2.9909542
Kurtosis	450.30175
Mean	5687.4898
Median Absolute Deviation (MAD)	1937.5
Skewness	15.453319
Sum	1.3649976 × 10⁸
Variance	2.8937487 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4186	17.4%
2000	1083	4.5%
3000	707	2.9%
5000	552	2.3%
1500	395	1.6%
4000	339	1.4%
10000	335	1.4%
1000	291	1.2%
2500	246	1.0%
6000	236	1.0%
Other values (6928)	15630	65.1%

Value	Count	Frequency (%)
0	4186	17.4%
1	7	< 0.1%
2	11	< 0.1%
3	12	0.1%
4	15	0.1%
5	11	< 0.1%
6	13	0.1%
7	9	< 0.1%
8	5	< 0.1%
9	5	< 0.1%

Value	Count	Frequency (%)
873552	1	< 0.1%
505000	1	< 0.1%
493358	1	< 0.1%
423903	1	< 0.1%
405016	1	< 0.1%
368199	1	< 0.1%
323014	1	< 0.1%
304815	1	< 0.1%
302000	1	< 0.1%
300000	1	< 0.1%

PAY_AMT2
Real number (ℝ)

High correlation Skewed Zeros

Distinct	6904
Distinct (%)	28.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5928.4353

Minimum	0
Maximum	1684259
Zeros	4308
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	187.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	820
median	2013
Q3	5000
95-th percentile	18862.95
Maximum	1684259
Range	1684259
Interquartile range (IQR)	4180

Descriptive statistics

Standard deviation	24232.317
Coefficient of variation (CV)	4.0874727
Kurtosis	1667.0386
Mean	5928.4353
Median Absolute Deviation (MAD)	1987
Skewness	31.769593
Sum	1.4228245 × 10⁸
Variance	5.872052 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4308	17.9%
2000	1009	4.2%
3000	687	2.9%
5000	584	2.4%
1000	485	2.0%
1500	415	1.7%
4000	324	1.4%
10000	247	1.0%
6000	235	1.0%
390	203	0.8%
Other values (6894)	15503	64.6%

Value	Count	Frequency (%)
0	4308	17.9%
1	13	0.1%
2	15	0.1%
3	15	0.1%
4	10	< 0.1%
5	20	0.1%
6	7	< 0.1%
7	9	< 0.1%
8	7	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
1684259	1	< 0.1%
1227082	1	< 0.1%
1215471	1	< 0.1%
1024516	1	< 0.1%
580464	1	< 0.1%
401003	1	< 0.1%
388126	1	< 0.1%
385228	1	< 0.1%
368199	1	< 0.1%
361560	1	< 0.1%

PAY_AMT3
Real number (ℝ)

High correlation Zeros

Distinct	6589
Distinct (%)	27.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5227.2455

Minimum	0
Maximum	896040
Zeros	4801
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	187.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	390
median	1800
Q3	4512
95-th percentile	17665
Maximum	896040
Range	896040
Interquartile range (IQR)	4122

Descriptive statistics

Standard deviation	17918.982
Coefficient of variation (CV)	3.4279971
Kurtosis	626.21117
Mean	5227.2455
Median Absolute Deviation (MAD)	1799
Skewness	18.30276
Sum	1.2545389 × 10⁸
Variance	3.2108993 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4801	20.0%
2000	992	4.1%
1000	864	3.6%
3000	699	2.9%
5000	565	2.4%
1500	403	1.7%
4000	303	1.3%
10000	246	1.0%
6000	190	0.8%
1200	184	0.8%
Other values (6579)	14753	61.5%

Value	Count	Frequency (%)
0	4801	20.0%
1	11	< 0.1%
2	17	0.1%
3	10	< 0.1%
4	12	0.1%
5	14	0.1%
6	12	0.1%
7	14	0.1%
8	8	< 0.1%
9	8	< 0.1%

Value	Count	Frequency (%)
896040	1	< 0.1%
889043	1	< 0.1%
508229	1	< 0.1%
417588	1	< 0.1%
397092	1	< 0.1%
380478	1	< 0.1%
371718	1	< 0.1%
349395	1	< 0.1%
332809	1	< 0.1%
326974	1	< 0.1%

PAY_AMT4
Real number (ℝ)

High correlation Zeros

Distinct	6036
Distinct (%)	25.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4766.8034

Minimum	0
Maximum	621000
Zeros	5148
Zeros (%)	21.4%
Negative	0
Negative (%)	0.0%
Memory size	187.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	285
median	1500
Q3	4040.25
95-th percentile	16000
Maximum	621000
Range	621000
Interquartile range (IQR)	3755.25

Descriptive statistics

Standard deviation	15421.988
Coefficient of variation (CV)	3.2352893
Kurtosis	312.61672
Mean	4766.8034
Median Absolute Deviation (MAD)	1500
Skewness	13.556888
Sum	1.1440328 × 10⁸
Variance	2.3783772 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5148	21.4%
1000	1119	4.7%
2000	938	3.9%
3000	705	2.9%
5000	640	2.7%
1500	339	1.4%
4000	313	1.3%
10000	280	1.2%
2500	206	0.9%
500	203	0.8%
Other values (6026)	14109	58.8%

Value	Count	Frequency (%)
0	5148	21.4%
1	18	0.1%
2	15	0.1%
3	9	< 0.1%
4	19	0.1%
5	9	< 0.1%
6	13	0.1%
7	9	< 0.1%
8	6	< 0.1%
9	8	< 0.1%

Value	Count	Frequency (%)
621000	1	< 0.1%
528897	1	< 0.1%
497000	1	< 0.1%
400046	1	< 0.1%
331788	1	< 0.1%
320008	1	< 0.1%
313094	1	< 0.1%
292962	1	< 0.1%
292462	1	< 0.1%
291227	1	< 0.1%

PAY_AMT5
Real number (ℝ)

High correlation Zeros

Distinct	5985
Distinct (%)	24.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4774.8618

Minimum	0
Maximum	426529
Zeros	5396
Zeros (%)	22.5%
Negative	0
Negative (%)	0.0%
Memory size	187.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	239.75
median	1500
Q3	4024.25
95-th percentile	15576.3
Maximum	426529
Range	426529
Interquartile range (IQR)	3784.5

Descriptive statistics

Standard deviation	15400.224
Coefficient of variation (CV)	3.2252712
Kurtosis	186.77055
Mean	4774.8618
Median Absolute Deviation (MAD)	1500
Skewness	11.379962
Sum	1.1459668 × 10⁸
Variance	2.371669 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5396	22.5%
2000	1061	4.4%
1000	1054	4.4%
3000	762	3.2%
5000	652	2.7%
1500	329	1.4%
4000	328	1.4%
10000	269	1.1%
6000	207	0.9%
500	197	0.8%
Other values (5975)	13745	57.3%

Value	Count	Frequency (%)
0	5396	22.5%
1	16	0.1%
2	9	< 0.1%
3	9	< 0.1%
4	9	< 0.1%
5	8	< 0.1%
6	7	< 0.1%
7	8	< 0.1%
8	5	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
426529	1	< 0.1%
417990	1	< 0.1%
388071	1	< 0.1%
379267	1	< 0.1%
332000	1	< 0.1%
330982	1	< 0.1%
326889	1	< 0.1%
317077	1	< 0.1%
310135	1	< 0.1%
300000	1	< 0.1%

PAY_AMT6
Real number (ℝ)

High correlation Zeros

Distinct	6047
Distinct (%)	25.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5280.9239

Minimum	0
Maximum	528666
Zeros	5743
Zeros (%)	23.9%
Negative	0
Negative (%)	0.0%
Memory size	187.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	111
median	1500
Q3	4010.5
95-th percentile	17387.5
Maximum	528666
Range	528666
Interquartile range (IQR)	3899.5

Descriptive statistics

Standard deviation	18214.205
Coefficient of variation (CV)	3.4490565
Kurtosis	174.85209
Mean	5280.9239
Median Absolute Deviation (MAD)	1500
Skewness	10.877723
Sum	1.2674217 × 10⁸
Variance	3.3175727 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5743	23.9%
1000	1043	4.3%
2000	1012	4.2%
3000	737	3.1%
5000	657	2.7%
1500	347	1.4%
4000	335	1.4%
10000	285	1.2%
500	208	0.9%
6000	180	0.8%
Other values (6037)	13453	56.1%

Value	Count	Frequency (%)
0	5743	23.9%
1	19	0.1%
2	8	< 0.1%
3	10	< 0.1%
4	11	< 0.1%
5	5	< 0.1%
6	6	< 0.1%
7	5	< 0.1%
8	4	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
528666	1	< 0.1%
527143	1	< 0.1%
443001	1	< 0.1%
422000	1	< 0.1%
403500	1	< 0.1%
377000	1	< 0.1%
372495	1	< 0.1%
351282	1	< 0.1%
345293	1	< 0.1%
308000	1	< 0.1%

default
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	187.6 KiB

0	18694
1	5306

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	24000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	18694	77.9%
1	5306	22.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	18694	77.9%
1	5306	22.1%

Most occurring characters

Value	Count	Frequency (%)
0	18694	77.9%
1	5306	22.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	24000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	18694	77.9%
1	5306	22.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	24000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	18694	77.9%
1	5306	22.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	24000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	18694	77.9%
1	5306	22.1%

Interactions

Correlations

	AGE	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	EDUCATION	LIMIT_BAL	MARRIAGE	PAY_1	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	SEX	default
AGE	1.000	0.002	0.004	0.003	-0.003	-0.001	-0.001	0.160	0.186	0.286	-0.066	-0.083	-0.083	-0.078	-0.084	-0.079	0.039	0.048	0.029	0.039	0.036	0.043	0.101	0.043
BILL_AMT1	0.002	1.000	0.911	0.857	0.808	0.769	0.736	0.095	0.051	0.014	0.322	0.576	0.527	0.513	0.500	0.489	0.505	0.473	0.441	0.442	0.428	0.413	0.024	0.025
BILL_AMT2	0.004	0.911	1.000	0.908	0.850	0.804	0.766	0.092	0.047	0.006	0.336	0.554	0.591	0.559	0.538	0.524	0.637	0.501	0.469	0.461	0.452	0.431	0.029	0.027
BILL_AMT3	0.003	0.857	0.908	1.000	0.904	0.849	0.804	0.081	0.059	0.004	0.321	0.521	0.559	0.621	0.589	0.561	0.552	0.640	0.492	0.488	0.480	0.458	0.015	0.000
BILL_AMT4	-0.003	0.808	0.850	0.904	1.000	0.904	0.849	0.069	0.073	0.011	0.315	0.501	0.535	0.595	0.651	0.606	0.516	0.557	0.634	0.508	0.509	0.483	0.021	0.019
BILL_AMT5	-0.001	0.769	0.804	0.849	0.904	1.000	0.902	0.060	0.082	0.017	0.304	0.480	0.509	0.562	0.619	0.669	0.486	0.519	0.550	0.648	0.527	0.511	0.022	0.018
BILL_AMT6	-0.001	0.736	0.766	0.804	0.849	0.902	1.000	0.055	0.089	0.012	0.294	0.462	0.486	0.534	0.581	0.631	0.459	0.491	0.520	0.569	0.668	0.528	0.019	0.015
EDUCATION	0.160	0.095	0.092	0.081	0.069	0.060	0.055	1.000	-0.260	0.114	0.132	0.168	0.159	0.150	0.135	0.122	-0.041	-0.046	-0.043	-0.044	-0.053	-0.052	0.027	0.072
LIMIT_BAL	0.186	0.051	0.047	0.059	0.073	0.082	0.089	-0.260	1.000	0.059	-0.294	-0.339	-0.328	-0.305	-0.281	-0.260	0.274	0.280	0.284	0.284	0.296	0.320	0.072	0.153
MARRIAGE	0.286	0.014	0.006	0.004	0.011	0.017	0.012	0.114	0.059	1.000	0.032	0.032	0.030	0.033	0.031	0.029	0.034	0.022	0.022	0.033	0.011	0.000	0.025	0.035
PAY_1	-0.066	0.322	0.336	0.321	0.315	0.304	0.294	0.132	-0.294	0.032	1.000	0.628	0.547	0.518	0.490	0.465	-0.095	-0.055	-0.046	-0.033	-0.020	-0.041	0.058	0.422
PAY_2	-0.083	0.576	0.554	0.521	0.501	0.480	0.462	0.168	-0.339	0.032	0.628	1.000	0.799	0.712	0.673	0.636	0.024	0.088	0.092	0.097	0.103	0.086	0.069	0.334
PAY_3	-0.083	0.527	0.591	0.559	0.535	0.509	0.486	0.159	-0.328	0.030	0.547	0.799	1.000	0.800	0.718	0.672	0.218	0.040	0.107	0.119	0.126	0.099	0.066	0.290
PAY_4	-0.078	0.513	0.559	0.621	0.595	0.562	0.534	0.150	-0.305	0.033	0.518	0.712	0.800	1.000	0.822	0.732	0.188	0.248	0.070	0.143	0.164	0.142	0.064	0.278
PAY_5	-0.084	0.500	0.538	0.589	0.651	0.619	0.581	0.135	-0.281	0.031	0.490	0.673	0.718	0.822	1.000	0.820	0.178	0.224	0.262	0.107	0.190	0.173	0.052	0.271
PAY_6	-0.079	0.489	0.524	0.561	0.606	0.669	0.631	0.122	-0.260	0.029	0.465	0.636	0.672	0.732	0.820	1.000	0.178	0.204	0.237	0.287	0.145	0.200	0.049	0.251
PAY_AMT1	0.039	0.505	0.637	0.552	0.516	0.486	0.459	-0.041	0.274	0.034	-0.095	0.024	0.218	0.188	0.178	0.178	1.000	0.518	0.519	0.491	0.472	0.456	0.000	0.027
PAY_AMT2	0.048	0.473	0.501	0.640	0.557	0.519	0.491	-0.046	0.280	0.022	-0.055	0.088	0.040	0.248	0.224	0.204	0.518	1.000	0.516	0.525	0.502	0.491	0.000	0.008
PAY_AMT3	0.029	0.441	0.469	0.492	0.634	0.550	0.520	-0.043	0.284	0.022	-0.046	0.092	0.107	0.070	0.262	0.237	0.519	0.516	1.000	0.514	0.538	0.502	0.016	0.023
PAY_AMT4	0.039	0.442	0.461	0.488	0.508	0.648	0.569	-0.044	0.284	0.033	-0.033	0.097	0.119	0.143	0.107	0.287	0.491	0.525	0.514	1.000	0.534	0.547	0.000	0.021
PAY_AMT5	0.036	0.428	0.452	0.480	0.509	0.527	0.668	-0.053	0.296	0.011	-0.020	0.103	0.126	0.164	0.190	0.145	0.472	0.502	0.538	0.534	1.000	0.546	0.013	0.036
PAY_AMT6	0.043	0.413	0.431	0.458	0.483	0.511	0.528	-0.052	0.320	0.000	-0.041	0.086	0.099	0.142	0.173	0.200	0.456	0.491	0.502	0.547	0.546	1.000	0.017	0.028
SEX	0.101	0.024	0.029	0.015	0.021	0.022	0.019	0.027	0.072	0.025	0.058	0.069	0.066	0.064	0.052	0.049	0.000	0.000	0.016	0.000	0.013	0.017	1.000	0.042
default	0.043	0.025	0.027	0.000	0.019	0.018	0.015	0.072	0.153	0.035	0.422	0.334	0.290	0.278	0.271	0.251	0.027	0.008	0.023	0.021	0.036	0.028	0.042	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_1	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	default
0	20000	2	2	1	24	2	2	-1	-1	-2	-2	3913.0	3102.0	689.0	0.0	0.0	0.0	0.0	689.0	0.0	0.0	0.0	0.0	1
1	90000	2	2	2	34	0	0	0	0	0	0	29239.0	14027.0	13559.0	14331.0	14948.0	15549.0	1518.0	1500.0	1000.0	1000.0	1000.0	5000.0	0
2	50000	2	2	1	37	0	0	0	0	0	0	46990.0	48233.0	49291.0	28314.0	28959.0	29547.0	2000.0	2019.0	1200.0	1100.0	1069.0	1000.0	0
3	50000	1	2	1	57	-1	0	-1	0	0	0	8617.0	5670.0	35835.0	20940.0	19146.0	19131.0	2000.0	36681.0	10000.0	9000.0	689.0	679.0	0
4	50000	1	1	2	37	0	0	0	0	0	0	64400.0	57069.0	57608.0	19394.0	19619.0	20024.0	2500.0	1815.0	657.0	1000.0	1000.0	800.0	0
5	100000	2	2	2	23	0	-1	-1	0	0	-1	11876.0	380.0	601.0	221.0	-159.0	567.0	380.0	601.0	0.0	581.0	1687.0	1542.0	0
6	140000	2	3	1	28	0	0	2	0	0	0	11285.0	14096.0	12108.0	12211.0	11793.0	3719.0	3329.0	0.0	432.0	1000.0	1000.0	1000.0	0
7	20000	1	3	2	35	-2	-2	-2	-2	-1	-1	0.0	0.0	0.0	0.0	13007.0	13912.0	0.0	0.0	0.0	13007.0	1122.0	0.0	0
8	200000	2	3	2	34	0	0	2	0	0	-1	11073.0	9787.0	5535.0	2513.0	1828.0	3731.0	2306.0	12.0	50.0	300.0	3738.0	66.0	0
9	260000	2	1	2	51	-1	-1	-1	-1	-1	2	12261.0	21670.0	9966.0	8517.0	22287.0	13668.0	21818.0	9966.0	8583.0	22301.0	0.0	3640.0	0

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_1	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	default
23990	250000	1	1	1	34	0	0	0	0	0	0	279640.0	252913.0	243075.0	245750.0	175005.0	179687.0	65000.0	8800.0	9011.0	6000.0	7000.0	6009.0	0
23991	150000	1	1	2	35	-1	-1	-1	-1	-1	-2	3425.0	9009.0	-3.0	780.0	0.0	0.0	9054.0	0.0	783.0	0.0	0.0	0.0	0
23992	140000	1	2	1	41	0	0	0	0	0	0	138325.0	137142.0	139110.0	138262.0	49675.0	46121.0	6000.0	7000.0	4228.0	1505.0	2000.0	2000.0	0
23993	10000	1	3	1	43	0	0	0	-2	-2	-2	8802.0	10400.0	0.0	0.0	0.0	0.0	2000.0	0.0	0.0	0.0	0.0	0.0	0
23994	100000	1	1	2	38	0	-1	-1	0	0	0	3042.0	1427.0	102996.0	70626.0	69473.0	55004.0	2000.0	111784.0	4000.0	3000.0	2000.0	2000.0	0
23995	80000	1	2	2	34	2	2	2	2	2	2	72557.0	77708.0	79384.0	77519.0	82607.0	81158.0	7000.0	3500.0	0.0	7000.0	0.0	4000.0	1
23996	150000	1	3	2	43	-1	-1	-1	-1	0	0	1683.0	1828.0	3502.0	8979.0	5190.0	0.0	1837.0	3526.0	8998.0	129.0	0.0	0.0	0
23997	30000	1	2	2	37	4	3	2	-1	0	0	3565.0	3356.0	2758.0	20878.0	20582.0	19357.0	0.0	0.0	22000.0	4200.0	2000.0	3100.0	1
23998	80000	1	3	1	41	1	-1	0	0	0	-1	-1645.0	78379.0	76304.0	52774.0	11855.0	48944.0	85900.0	3409.0	1178.0	1926.0	52964.0	1804.0	1
23999	50000	1	2	1	46	0	0	0	0	0	0	47929.0	48905.0	49764.0	36535.0	32428.0	15313.0	2078.0	1800.0	1430.0	1000.0	1000.0	1000.0	1

Duplicate rows

Most frequently occurring

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_1	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	default	# duplicates
0	20000	1	2	2	24	2	2	4	4	4	4	1650.0	1650.0	1650.0	1650.0	1650.0	1650.0	1	2
1	50000	1	2	2	26	1	-2	-2	-2	-2	-2	0.0	0.0	0.0	0.0	0.0	0.0	0	2
2	50000	2	1	2	23	1	-2	-2	-2	-2	-2	0.0	0.0	0.0	0.0	0.0	0.0	0	2
3	80000	2	2	1	31	-2	-2	-2	-2	-2	-2	0.0	0.0	0.0	0.0	0.0	0.0	0	2
4	80000	2	2	2	25	-2	-2	-2	-2	-2	-2	0.0	0.0	0.0	0.0	0.0	0.0	0	2
5	80000	2	3	1	42	-2	-2	-2	-2	-2	-2	0.0	0.0	0.0	0.0	0.0	0.0	0	2
6	90000	2	1	2	31	1	-2	-2	-2	-2	-2	0.0	0.0	0.0	0.0	0.0	0.0	0	2
7	150000	2	1	1	31	1	-2	-2	-2	-2	-2	0.0	0.0	0.0	0.0	0.0	0.0	0	2
8	150000	2	1	1	38	1	-2	-2	-2	-2	-2	0.0	0.0	0.0	0.0	0.0	0.0	1	2
9	150000	2	1	2	28	1	-2	-2	-2	-2	-2	0.0	0.0	0.0	0.0	0.0	0.0	0	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring